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Gergely Orosz Argues Scrum Only Suited Slow Release Cycles

Gergely Orosz argues Scrum made sense for teams shipping every two to three months but held back teams doing daily or continuous deployment, which startups and Big Tech abandoned a decade ago.

Original post · 1 min read
Scrum made sense at companies/teams that shipped a new version of their product every 2-3 months (or less frequent)

As soon as a team got to shipping daily or had CD: they only held teams back

Most startups + Big Tech moved on a decade+ ago, legacy companies remained only
Klaas @forgebitz
it's funny how scrum masters completely disappeared

and no one really cared
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Other1/10

Sarvesh Shrivastava Claims Grok Bot and Jev Will Create Millionaires

Sarvesh Shrivastava Claims Grok Bot and Jev Will Create Millionaires▶

Sarvesh Shrivastava predicts that Grok Bot combined with Jev will make more businesses millionaires in 2026 than crypto did, and urges readers to paste a prompt into Grok Bot. The post quotes a promotional thread claiming a local SEO playbook can reach $100k per month.

Original post · 1 min read
call me crazy but..I will keep saying this…

Grok Bot + Jev is going to make more businesses millionaires in 2026 than crypto ever did.

prompt → GrokBot → Jev SEO decision → GrokBot execution → $$$$$

don’t bookmark this if it crosses your timeline.

Just paste this entire thing into Grok Bot.

thank me later.
Sarvesh Shrivastava @bloggersarvesh
If I woke up bankrupt tomorrow, this is how I’d get to $100k/month with Grok Bot + SEO. — THIS IS THE PLAYBOOK I BUILT FOR MYSELF. not for clients. not for a course. for the day everything goes wrong.
Grok Bot + SEO. 90 days. $100k/month.
i've been doing local SEO for 14 years. i've used
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Trackmind Shares Stanford Hidden Markov Model Paper Used by Quants

Trackmind Shares Stanford Hidden Markov Model Paper Used by Quants

Trackmind promotes a 17-page Stanford paper that it says sets out the Hidden Markov Model framework used by quant firms such as Jane Street and Two Sigma, released free. The post is an enthusiastic summary and quotes a separate thread on randomness and measurement.

Original post · 1 min read
this Stanford paper is f*cking insane

they just compressed the entire hedge fund playbook into a 17-page pdf.

Stanford put out the complete Hidden Markov Model framework that quants at firms like Jane Street and Two Sigma are known to run, and released it for free.

the crazy part is this isn't some watered-down summary, it's the actual mechanics behind models these desks keep locked up internally.

most people assume this stuff never leaves institutional walls.

this one hands you the framework directly, no gatekeeping.

bookmark it and read before someone takes it down.
Trackmind @0xTrackmind
You Were Taught to Fear Randomness and Called It Bad Luck. The Real Thing Can Be Calculated. — Randomness is not the enemy of understanding. It is the last thing most people ever learn to measure, and once you can measure it, it stops being frightening and starts being useful.
Almost everyone
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Field Notes From SpaceX AI Team Offer Multi-Bot Agent Playbook

Field Notes From SpaceX AI Team Offer Multi-Bot Agent Playbook▶

cat.png shares a free MIT-licensed repository of notes from three SpaceX engineers who shipped a product in 72 hours using Grok Bot agents. The notes cover a chief-of-staff bot, scoped specialist bots, proof-before-merge rules, cost figures and 40 documented antipatterns. The quoted post describes a 14-page guide on a growth lead building bots to replace his own work.

Original post · 2 min read
I still can't f**king get why nobody runs Grok Bot the way the people who built it do.

Three SpaceX engineers shipped a product from an empty repo in 72 hours, live on stream. 433 PRs.

I took notes all three days and turned them into a repo. Free, MIT.

The setup:

● One chief of staff. The only bot you talk to. You build every specialist through it, so it knows who does what.

● One bot, one job. Scope it like a job description. Split when the scope grows, not before.

● Drafts before sends. Write access is earned, not granted.

● No proof, no merge. The bot reproduces the bug, fixes it, attaches a video to the PR.

● Four human gates only: migrations, deploys, money, permissions. Everything else merges on its own.

The numbers nobody puts in the demo:

→ Support ticket: $1-2 with a reasoning pass. $0.20 once low-complexity tickets go to a script.

→ Full case-study deck: $20-30. By hand: 4-5 hours.

→ One team, one month, this stack: 2,500 PRs merged to prod.

→ Launch day: 4,000 games, 2,000 users, $0 revenue.

Cost is a property of your setup, not the tool. And autonomy is not a business model.

40 things broke on air. Every one is written down with the rule that came out of it.

Inside the repo:

> AGENTS.md for your root
> 9 playbooks
> 69 bot roles
> 40 antipatterns
> 14-page guide

The tools are not the moat. Everyone has them. The moat is a loop that decides what not to ship.

Save it before you wire your next agent 👇
github.com/unicodef1wn/grokbot-field-notes
unicode @unicodef1wn
SpaceX AI's growth lead built a bot to replace himself. I turned his session into a 14-page PDF.

He started with six bots. One job each.

→ researcher, product marketer, website ops, performance, analyst
→ each one takes the handoff from the one before it
→ he leaves comments in the doc, the bot reads them and redrafts

Then he built the seventh bot.

It read the other six. It read every place he had to step in and fix them.

Then it ran three campaigns and told him nothing until they were done.

His words: "I don't want to talk to any of the other bots."

Also in the PDF:

→ 8 prompts, copie…
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SimSlim Passes 2,000 GitHub Stars for iOS Simulator Tool

GitHub - MobAI-App/simslim: Run more iOS simulators on one Mac by disabling background daemons a simulator doesn't need

Interlap announces that SimSlim, an open-source project that disables unneeded background daemons so more iOS simulators can run on one Mac, has passed 2,000 GitHub stars. The developer thanks contributors and testers.

Original post · 1 min read
SimSlim just crossed 2,000 GitHub stars!

Huge thanks to everyone who contributed, reported issues, tested changes, and helped make it much better than the thing I originally released.

github.com/MobAI-App/simslim
github.comGitHub - MobAI-App/simslim: Run more iOS simulators on one Mac by disabling background daemons a simulator doesn't needRun more iOS simulators on one Mac by disabling background daemons a simulator doesn't need - MobAI-App/simslim
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DHH Urges Optimism Over Negative Thinking

DHH advises readers to drop a negative attitude and embrace optimism, calling it doctor's orders. He is responding to a quoted post linking repetitive negative thinking to buildup of Alzheimer's-related proteins in the brain.

Original post · 1 min read
Lose the attitude, embrace optimism. Doctor's orders!
Nicholas Fabiano, MD @NTFabiano
Repetitive negative thinking is linked to Alzheimer’s protein buildup in the brain.
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Developer Sets Strict Testing Rules for AI Coding Agents

Ansh Nanda shares AGENTS.md rules banning unit tests written after code and favoring end-to-end tests with verifiable artifacts. He responds to a quoted post about an AI agent generating trivial unit tests.

Original post · 1 min read
At the top of my AGENTS.md:

- NEVER write unit tests after you write code.
- Highly prefer E2E tests as the sole testing mechanism. Use them to verify complex features work. At the end of E2E tests, produce a verifiable and repeatable artifact.
- If you must test a system in isolation, FIRST write all the ways it could fail, THEN write the code.
dex @dexhorthy
leave it to your boy opus to add 10 unit tests to ensure a constant string contains various substrings
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New Nature Study Finds Semaglutide Extends Lifespan in Animals

Semaglutide and the Longevity Question

David Sinclair links to a article asking whether GLP-1 drugs are longevity drugs, citing a new Nature study reporting that semaglutide extended lifespan in preclinical experiments.

Original post · 1 min read
Are GLP-1 meds longevity drugs in disguise?
lifespan.com/blogs/magazine/semaglutide-and-th…
lifespan.comSemaglutide and the Longevity QuestionThere has been plenty of chatter about whether GLP-1 drugs might be longevity drugs in disguise. A new study in Nature adds the most direct preclinical evidence
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Paul Graham Recommends Professor T as Sherlock Holmes Successor

Paul Graham Recommends Professor T as Sherlock Holmes Successor

Paul Graham says he and Jessica have been watching Professor T and call it very good, suggesting it is a near substitute for more Sherlock Holmes stories from Conan Doyle.

Original post · 1 min read
Jessica and I have been watching Professor T, and it's really good. If, like me, you wish Doyle had written more Sherlock Holmes stories, this may be as close as you're going to get.
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Lawyer Joins Tata Family Dispute as Lead Counsel for One Side

SK comments on lawyer A.M. Singhvi entering the Tata Sons dispute as lead counsel, a development contrasted with Harish Salve's earlier role for the other side. The post quotes Singhvi's statement on shareholder rights.

Original post · 1 min read
Ever since Harish Salve entered the scene as the legal eagle on Tata Sons side I’ve been wondering who will enter the gladiatorial ring for the other side. Now we have the answer.
Abhishek Singhvi @DrAMSinghvi
Having worked closely with Ratan Tata earlier, being aware of his legacy and not only knowing personally all the principal actors on both sides in the current so called Tata dispute but also having deep, genuine and abiding respect for and excellent equations with all of them, my first reaction, as I enter the fray as the lead lawyer for one side, is one of sadness and regret that these issues could not be solved amicably. But in the ultimate analysis, fundamental rights of shareholder-owners cannot be nullified in the manner in which they have been. To stultify shareholder ownership rights …
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Coimbatore Emerges as India's Leading Senior-Living Hub

Coimbatore Emerges as India's Leading Senior-Living Hub

Karthik shares a claim that Coimbatore has about 5,500 organised senior-living units, more than any other Indian city, and notes Bangalore was once called a pensioner's paradise.

Original post · 1 min read
"India’s senior-living capital isn’t Delhi, Mumbai or Bengaluru. It’s Coimbatore. Coimbatore has around 5,500 organised senior-living units, more than any other Indian city." (In context, I remember Bangalore being called 'Pensioner's Paradise' once upon a time).
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Trader Promotes Selling S&P 500 Puts, Urges Retail to Follow

Trader Promotes Selling S&P 500 Puts, Urges Retail to Follow

Trading Warz claims selling S&P 500 puts changed his life, describing 186 trades and 1,500 contracts that expired worthless, and promotes a live Spaces session. The post makes unverified profit claims and reads as promotional.

Original post · 1 min read
PUT OPTIONS on the SP500 changed my life!

I did IT TEAM - I sold puts 186 times over 1500 contracts in 18 months all expiring WORTHLESS

The dark secret in the market is they want RETAIL to chase 0 dte and OTM where the big boys are selling it! PUTS are DESIGNED to go to 0 I documented the full challenge!

I will be LIVE on X SPACES tomorrow to teach you step by step STOP GAMBLING and Follow the INSTITUTIONS
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Fastlane Launches Jev Tool to Automate Product Marketing Content

Fastlane Launches Jev Tool to Automate Product Marketing Content▶

Fastlane promotes Jev for Marketing, a tool that generates unlimited social media accounts and videos from a website URL to promote a product. The post is a short product pitch with a video.

Original post · 1 min read
Meet Jev for Marketing.

Just enter your website URL, then Fastlane creates unlimited social media accounts and viral videos all promoting your product in seconds.

This is actually insane.
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Actress Neha Sharma Reports Monthly Income From Paid Content

Actress Neha Sharma Reports Monthly Income From Paid Content

Neend Ki Rani says actress Neha Sharma earns Rs 200,000 monthly by charging subscribers Rs 290 each, citing around 6,826 people. The post is a celebrity earnings claim with little sourcing.

Original post · 1 min read
This is Neha Sharma who now earns Rs 200,0000 every month without working in any film.

Neha is an actress who has 19M followers but still has to show it.

Neha is charging ₹290 from 6,826 people and showing them… Read News
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Open-Source Laya-MLX Runs Fast Decision Models on Apple Silicon

Open-Source Laya-MLX Runs Fast Decision Models on Apple Silicon▶

A developer introduces laya-mlx, an open-source MLX port of the Laya typed decision model, claiming 7-14 ms decisions on an M3 Max and a demo playing Snake at 60 decisions per second. A GitHub repository is linked.

Original post · 1 min read
介绍比Jev快50倍,在你设备上跑的laya-mlx!

只在你的设备上占用最高1G内存

Laya是一个开源的类似于Jev的,基于文本输出概率的分类系统

我将其移植到MLX,并且做了一些性能优化!

视频中就是这个模型在我的本地M3Max上玩贪吃蛇

这个模型能够以每秒决策60次的速度玩贪吃蛇!

github.com/mizorewww/laya-mlx
github.comGitHub - mizorewww/laya-mlx: Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.Native MLX runtime for Laya typed decision models — 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API. - mizorewww/laya-mlx
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Ashlee Vance Praises Emergent Ventures' Impact in India

Ashlee Vance says it is hard to describe the effect Emergent Ventures is having on India, quoting Tyler Cowen's announcement of the 19th India cohort. The post links to a Marginal Revolution update.

Original post · 1 min read
It's hard to put into words the effect Emergent Ventures is having on India
tylercowen @tylercowen
Emergent Ventures India, 19th cohort: marginalrevolution.com/marginalrevolution/2026…
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Pocket FM Ad Library Shared as Growth Playbook for Ecommerce

Pocket FM 4★+5★ Longest-Running (English) — GetHookd

Alex Fedotoff shares a board of 199 storytelling drama ads from Pocket FM, encouraging readers to model them for ecommerce products. The post quotes Rohan Nayak's claim that Pocket FM grew to $500M ARR while EBITDA profitable and outlines its growth tactics.

Original post · 1 min read
INSANE fucking growth. Storytelling Drama ads is the main format. Here’s 199 of these bangers from Pocket FM. Model and adapt for your Ecom products mfers.

Straight from gethookd: app.gethookd.ai/share/board/356560?signature=2…
Rohan Nayak @RohanNayak2
We grew from ~0 to $500M ARR, adding $250M last year alone while being EBITDA profitable.

1,300-word post on every growth tactic that worked for us:

1. What got us from 0-$400M ARR in the US works in every country.
2. Retention and Monetisation Hacks.
3. Localization > Translation.
4. Experiment with $1M internal seed checks.
5. Pivoting to only AI content production unlocked 100% ARR growth.

Pocket FM is like Netflix for audio-only dramas, with our own pool of one-person studios.

1. Acquisition Playbook for 0-$10M ARR in any country in 6 months

We run a 90 sec video trailer of an audio d…
app.gethookd.aiPocket FM 4★+5★ Longest-Running (English) — GetHookd199 ads saved to this board on GetHookd.
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Jev Claims to Replace Focus Groups by Scoring Ads Automatically

Jev Claims to Replace Focus Groups by Scoring Ads Automatically▶

Matthew Berman says the Jev tool scrolled 723 ads and scored them as 30 buyer personas at a cost of 22 cents, with availability planned through StealAds and MCP. A quoted post describes Jev breaking down 724 live ads from 37 brands in 40 seconds.

Original post · 1 min read
jev KILLED the focus group.

it scrolled 723 ads as 30 buyer personalities

21,690 stop or scroll decisions. 22 cents.
(will be avail in @StealAds + mcp)
Matthew Berman @TheMattBerman
jev is INSANE.

in 40 seconds it broke down 724 live ads from 37 brands.

every hook. every format. offer. cta. awareness stage. landing page mismatch. used 9 cents of tokens.
(will be avail in @stealads + mcp)
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Dmitry Korzhov Outlines Jev Workflows for Marketers at Low Cost

Dmitry Korzhov Outlines Jev Workflows for Marketers at Low Cost▶

Dmitry Korzhov lists seven marketing workflows Jev can accelerate, including ad library scans, creative scoring, search term sorting, fatigue detection and lead scoring. He says it runs through the Ryze AI app and an MCP connector for under $3, and quotes Ira Bukht claiming SEO/GEO audit costs dropped 90%.

Original post · 1 min read
Jevmaxxing for marketers

Jev can speed up most marketing workflows 30x and do it for < $3:

1/ Scan the whole Meta Ad Library
-> It reads every live ad in your category and tags each one by hook, format, offer and days running

2/ Find the ad patterns that survive
-> It compares formats by how many ads are still live after 60 days, so you know what lasts before you test it

3/ Score briefs before you shoot
-> Your LLM writes the briefs, Jev scores each on hook, brand fit and survival odds, and only the top ones get made

4/ Sort search terms
-> It asks "is this query from a buyer?" across the full Google Ads report, so negatives land the same night

5/ Catch fatigue early
-> For every ad with frequency up and CTR down, it picks replace, refresh or leave

6/ Check ad to landing page match
-> It scores whether the page delivers what the ad promised, the cheapest CVR fix in most accounts

7/ Score every lead
-> It rates each form fill 0 to 100 against your ideal customer within seconds, so Google and Meta learn to find more of the good ones

Available in the Ryze AI app and MCP/Claude Connector, link in the 1st comment 👇
Ira Bodnar @irabukht
Jev dropped the price of SEO/GEO fixes by 90%

Agents that audit and fix a client's SEO/GEO used to cost us ~$250

Here's where the savings come from:

1/ 30x faster reads of Search Console and PostHog/Mixpanel data

2/ 30x faster checks of what ChatGPT searches on Bing

3/ 30x faster modeling of what users ask Gemini and Claude

4/ 30x faster scans of who ChatGPT and Claude cite

5/ 30x faster analysis of the sources behind those citations

6/ 30x faster gap analysis: why they get cited and we don't

7/ 30x faster fixes across 1,000s of pages on large client sites

8/ 30x faster sorting of wh…
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Codila Presents Jev and GrokBot Agent Setup Guide With Typesafe

Codila Presents Jev and GrokBot Agent Setup Guide With Typesafe▶

Codila describes a seven-step setup connecting the Jev decision layer with GrokBot on a local computer via a Typesafe API key and a usage router skill. The post promotes a GitHub repo and deep-dive article, and quotes a claim that Jev is the 'Internet moment' for AI agents.

Original post · 1 min read
Jev + GrokBot is the best AI agent system I’ve built in my life

It just made my setup CHEAPER and FASTER than what 95% of people are running...

setup takes literally 7 minutes:

prompt → GrokBot → Jev decision → GrokBot execution → result

step 1 → open @typesafeai , create API key (keep it off chat paste)

step 2 → tell Grok Bot: store TYPESAFE_API_KEY in the secure field

step 3 → prompt Grok Bot: install typesafe-sdk on Agent Computer + smoke system_one (Choice)

step 4 → tell Grok Bot: build the usage lab (router, dry-run, config, logs) - or clone Github below

step 5 → add skill jev-usage-router: before browser / research / retry / extra bot → call the router, honor action

step 6 → stay shadow first, read logs, then active when you trust it - kill switch: bypass jev or enabled: false

step 7 → flip active: GrokBot obeys route - Jev decides - GrokBot executes - humans control irreversible actions

the result: Jev + GrokBot the best and fastest agent running directly on your computer rn, I’ve already tested it on routine tasks - and the results are genuinely incredible

You can come up with endless ways to use Jev + GrokBot - but the most important thing is to install it as soon as possible

Copy this 2028 setup, explore my repo below - then read the full Jev deep dive ↓
codila @0xCodila
Jev is the "Internet" moment for the AI industry

It tells your agents and LLMs what to do next, in milliseconds and at almost zero cost

If you set it up correctly, you will have the AI engineer’s stack for 2028

In this article, I show you how
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Hiten Shah Argues Agent Verification Will Dominate the Agent Stack

Hiten Shah comments on the engineering effort behind Devin's Cloud Mac, which Cognition's Jake Kelley describes as rebuilt in Rust, and argues that verifying an agent's work will consume much of the stack. The quoted post covers disk, networking, provisioning, VNC and computer use.

Original post · 1 min read
This is a wild amount of engineering to solve what is becoming a very important problem.

How does the agent know the work actually worked?

I suspect verification ends up eating a lot more of the agent stack than people expect.
Jon Kelley @jkelleyrtp
Several months of work went into building Devin's Cloud Mac!

We had to rebuild its disk, networking, provisioning, VNC, and computer use from scratch, in Rust.

Read my first X article about how it all works 😊
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AI7/10

Aaron Levie Says Personal Agents Will Reshape Consumer Tech Like App Store

Aaron Levie argues that personal agents like Muse will make tools and sites compete for agent attention, forming the biggest consumer tech shift since the App Store. A quoted post claims Meta launched an agent app store built on connectors and is positioned to profit from user data.

Original post · 1 min read
Personal agents are the ultimate manifestation of “build something that agents want”.

The form factor of a product like Muse is you want to be able to hand off a task to the agent and ensure that it is fully completed end to end. To do this, the agent must be able to successfully operate with your tools or use its own to complete the task. Use your MCP or CLI, easily navigate your site, be able to transact, and more.

The new attention you need to compete for is not from the user itself but instead for the agent. This means that the tools that allow agents to order food, handle ecommerce transactions, book flights, work with the local economy, and interact with our data and information best, are the ones that will get used the most.

This will ultimately be the biggest opportunity and shakeup in consumer tech since the App Store itself.
Ejaaz @cryptopunk7213
zuck essentially launched a new app store for agents today and Meta’s perfectly placed to crush it, you’re looking at a multi-trillion dollar opp if they pull it off:

- instead of apps, agents get equipped with connectors i.e. plugins to any app, service or software tool.

- suddenly your agent goes from a useless chatbot to an action-oriented helper that gets shit done for you

but it gets even better - meta has collected ALL the data about you. they know what you want, when you want it which means they know exactly WHICH connectors to list in a marketplace and HOW MUCH to charge because the…
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AI7/10

Chamath Palihapitiya's Team Publishes Deep Dive on Open vs. Closed AI

Chamath Palihapitiya praises a deep dive from his team on the open versus closed AI race. The quoted report says open-weight models have come within roughly four months of the best publicly evaluated closed frontier models.

Original post · 1 min read
This is one of the better deep dives my team has written.
Chamath Palihapitiya @chamath
Deep Dive: The Open vs. Closed AI Race — Open-weight models have come within roughly four months of the best publicly evaluated closed frontier models, and the gap between them has only gotten more volatile.
That is turning the open vs.
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AI6/10

Chamath Palihapitiya Predicts Top Three AI Models Will Be Open Source

Chamath Palihapitiya predicts that within 12 months the top three models will be open source, with American cloud providers such as Nebius, Iren, Baseten, Together and Fireworks capturing the economic gains. He quotes Guillermo Rauch reporting that open models held 78.4% of token volume on Vercel AI Gateway.

Original post · 1 min read
Prediction: within 12 months, top three models will be open source.

Economic winners will be the American clouds that serve them:

Nebius
Iren
Baseten
Together
Fireworks
Guillermo Rauch @rauchg
Looks like today may be a record day for token volume % of open models on Vercel AI Gateway:

🟦 Open 78.4% 🟨 Closed 21.6%

While spend 💲 usually tells a different story, #3 and #4 today are Moonshot AI & DeepSeek. Adding Z⁠.ai, their combined spend surpasses OpenAI (#2).

(Do note that's the spend for inference of the model across providers (mostly in the US), not revenue going directly to the open weight labs.)
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Sunil Pai Essay Examines the Senior Engineer Death Spiral

Sunil Pai shares that his blog post on the senior engineer death spiral is drawing heavy engagement and DMs. He says it describes a counterintuitive but effective solution and hopes managers will use it to support their reports.

Original post · 1 min read
It’s been 2 hours and I can already tell this is going to be my most popular post. See the replies. And I’m getting so many DMs from people who went through the same, I’m glad it’s connecting. 2 quick things -
- please consider the solution!! it’s counterintuitive and no one considers it but it’s super effective
- I hope managers see this too and use it as a tool to help their reports
sunil pai @threepointone
new post: the senior engineer death spiral

sunilpai.dev/posts/the-senior-engineer-death-s…

a friend just started a big job and asked for some advice. so I braindumped a monologue about a super common failure mode I see with engineers and posted it here, hope it helps whoever it can.
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AI Search Points to Nimble as Open Alternative to Jev

AI Search Points to Nimble as Open Alternative to Jev

AI Search says Jev is closed and available only via API, and offers Nimble, a GitHub project from Bespoke Labs, as an open version that performs comparably. The post links to the Nimble repository.

Original post · 1 min read
Jev is not open-source and only available via API.

Here's an open version called Nimble which performs just as well.

github.com/bespokelabsai/nimble
github.comGitHub - bespokelabsai/nimble: Local typed decisions, contrastive data curation, and model evaluation.Local typed decisions, contrastive data curation, and model evaluation. - bespokelabsai/nimble
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